Dataset statistics
| Number of variables | 28 |
|---|---|
| Number of observations | 8124 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.7 MiB |
| Average record size in memory | 224.0 B |
Variable types
| Categorical | 10 |
|---|---|
| Boolean | 2 |
| Numeric | 16 |
avg_credit_card_txn is highly overall correlated with commodity_investment | High correlation |
balance_transfer is highly overall correlated with life_insurance and 2 other fields | High correlation |
term_deposit is highly overall correlated with commodity_investment | High correlation |
life_insurance is highly overall correlated with balance_transfer and 5 other fields | High correlation |
medical_insurance is highly overall correlated with commodity_investment | High correlation |
avg_account_balance is highly overall correlated with life_insurance and 3 other fields | High correlation |
personal_loan is highly overall correlated with equity_investment | High correlation |
mutual_fund_investment is highly overall correlated with equity_investment and 2 other fields | High correlation |
online_purchase_amount is highly overall correlated with equity_investment | High correlation |
commodity_investment is highly overall correlated with avg_credit_card_txn and 7 other fields | High correlation |
equity_investment is highly overall correlated with life_insurance and 7 other fields | High correlation |
derivative_investment is highly overall correlated with life_insurance and 5 other fields | High correlation |
portfolio_balance is highly overall correlated with balance_transfer and 6 other fields | High correlation |
home_status is highly imbalanced (77.6%) | Imbalance |
self_employed is highly imbalanced (62.8%) | Imbalance |
net_worth is highly imbalanced (51.3%) | Imbalance |
personal_loan is highly skewed (γ1 = 26.15959592) | Skewed |
online_purchase_amount is highly skewed (γ1 = 21.76395425) | Skewed |
avg_credit_card_txn has 4989 (61.4%) zeros | Zeros |
balance_transfer has 3524 (43.4%) zeros | Zeros |
term_deposit has 4587 (56.5%) zeros | Zeros |
life_insurance has 2454 (30.2%) zeros | Zeros |
medical_insurance has 4046 (49.8%) zeros | Zeros |
avg_account_balance has 2806 (34.5%) zeros | Zeros |
personal_loan has 5134 (63.2%) zeros | Zeros |
mutual_fund_investment has 2602 (32.0%) zeros | Zeros |
tax_saving_bond_investment has 5133 (63.2%) zeros | Zeros |
home_loan has 5609 (69.0%) zeros | Zeros |
online_purchase_amount has 5700 (70.2%) zeros | Zeros |
commodity_investment has 825 (10.2%) zeros | Zeros |
equity_investment has 915 (11.3%) zeros | Zeros |
derivative_investment has 445 (5.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-06-05 22:32:35.531814 |
|---|---|
| Analysis finished | 2023-06-05 22:33:03.254103 |
| Duration | 27.72 seconds |
| Software version | ydata-profiling vv4.0.0 |
| Download configuration | config.json |
num_children
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | 375 |
| 4 | 13 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8124 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4991 | |
| 1 | 1474 | 18.1% |
| 2 | 1271 | 15.6% |
| 3 | 375 | 4.6% |
| 4 | 13 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4991 | |
| 1 | 1474 | 18.1% |
| 2 | 1271 | 15.6% |
| 3 | 375 | 4.6% |
| 4 | 13 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4991 | |
| 1 | 1474 | 18.1% |
| 2 | 1271 | 15.6% |
| 3 | 375 | 4.6% |
| 4 | 13 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8124 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4991 | |
| 1 | 1474 | 18.1% |
| 2 | 1271 | 15.6% |
| 3 | 375 | 4.6% |
| 4 | 13 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8124 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 4991 | |
| 1 | 1474 | 18.1% |
| 2 | 1271 | 15.6% |
| 3 | 375 | 4.6% |
| 4 | 13 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8124 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 4991 | |
| 1 | 1474 | 18.1% |
| 2 | 1271 | 15.6% |
| 3 | 375 | 4.6% |
| 4 | 13 | 0.2% |
age_band
Categorical
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 45-50 | |
|---|---|
| 41-45 | |
| 36-40 | |
| 55-60 | |
| 31-35 | |
| Other values (8) |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 4.9249138 |
| Min length | 3 |
Characters and Unicode
| Total characters | 40010 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 31-35 |
|---|---|
| 2nd row | 45-50 |
| 3rd row | 36-40 |
| 4th row | 31-35 |
| 5th row | 55-60 |
Common Values
| Value | Count | Frequency (%) |
| 45-50 | 1098 | |
| 41-45 | 903 | |
| 36-40 | 895 | |
| 55-60 | 865 | |
| 31-35 | 840 | |
| 51-55 | 833 | |
| 26-30 | 735 | |
| 61-65 | 700 | |
| 65-70 | 468 | |
| 22-25 | 356 | 4.4% |
| Other values (3) | 431 | 5.3% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 45-50 | 1098 | |
| 41-45 | 903 | |
| 36-40 | 895 | |
| 55-60 | 865 | |
| 31-35 | 840 | |
| 51-55 | 833 | |
| 26-30 | 735 | |
| 61-65 | 700 | |
| 65-70 | 468 | |
| 22-25 | 356 | 4.4% |
| Other values (3) | 431 | 5.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 9692 | |
| - | 7743 | |
| 6 | 4363 | |
| 0 | 4061 | |
| 4 | 3799 | 9.5% |
| 1 | 3719 | 9.3% |
| 3 | 3310 | 8.3% |
| 2 | 1853 | 4.6% |
| 7 | 811 | 2.0% |
| + | 343 | 0.9% |
| Other values (6) | 316 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 31658 | |
| Dash Punctuation | 7743 | 19.4% |
| Math Symbol | 343 | 0.9% |
| Lowercase Letter | 228 | 0.6% |
| Uppercase Letter | 38 | 0.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 9692 | |
| 6 | 4363 | |
| 0 | 4061 | |
| 4 | 3799 | 12.0% |
| 1 | 3719 | 11.7% |
| 3 | 3310 | 10.5% |
| 2 | 1853 | 5.9% |
| 7 | 811 | 2.6% |
| 8 | 50 | 0.2% |
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 114 | |
| k | 38 | 16.7% |
| o | 38 | 16.7% |
| w | 38 | 16.7% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 7743 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 343 |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 38 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 39744 | |
| Latin | 266 | 0.7% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 5 | 9692 | |
| - | 7743 | |
| 6 | 4363 | |
| 0 | 4061 | |
| 4 | 3799 | 9.6% |
| 1 | 3719 | 9.4% |
| 3 | 3310 | 8.3% |
| 2 | 1853 | 4.7% |
| 7 | 811 | 2.0% |
| + | 343 | 0.9% |
Latin
| Value | Count | Frequency (%) |
| n | 114 | |
| U | 38 | 14.3% |
| k | 38 | 14.3% |
| o | 38 | 14.3% |
| w | 38 | 14.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 40010 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 5 | 9692 | |
| - | 7743 | |
| 6 | 4363 | |
| 0 | 4061 | |
| 4 | 3799 | 9.5% |
| 1 | 3719 | 9.3% |
| 3 | 3310 | 8.3% |
| 2 | 1853 | 4.6% |
| 7 | 811 | 2.0% |
| + | 343 | 0.9% |
| Other values (6) | 316 | 0.8% |
marital_status
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| Partner | |
|---|---|
| Single/Never Married | |
| Divorced/Separated | 569 |
| Widowed | 510 |
| Unknown | 40 |
Length
| Max length | 20 |
|---|---|
| Median length | 7 |
| Mean length | 9.1802068 |
| Min length | 7 |
Characters and Unicode
| Total characters | 74580 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Partner |
|---|---|
| 2nd row | Partner |
| 3rd row | Partner |
| 4th row | Partner |
| 5th row | Partner |
Common Values
| Value | Count | Frequency (%) |
| Partner | 6124 | |
| Single/Never Married | 881 | 10.8% |
| Divorced/Separated | 569 | 7.0% |
| Widowed | 510 | 6.3% |
| Unknown | 40 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| partner | 6124 | |
| single/never | 881 | 9.8% |
| married | 881 | 9.8% |
| divorced/separated | 569 | 6.3% |
| widowed | 510 | 5.7% |
| unknown | 40 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 16029 | |
| e | 11865 | |
| a | 8143 | |
| n | 7125 | |
| t | 6693 | |
| P | 6124 | 8.2% |
| d | 3039 | 4.1% |
| i | 2841 | 3.8% |
| / | 1450 | 1.9% |
| v | 1450 | 1.9% |
| Other values (14) | 9821 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 61794 | |
| Uppercase Letter | 10455 | 14.0% |
| Other Punctuation | 1450 | 1.9% |
| Space Separator | 881 | 1.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 16029 | |
| e | 11865 | |
| a | 8143 | |
| n | 7125 | |
| t | 6693 | |
| d | 3039 | 4.9% |
| i | 2841 | 4.6% |
| v | 1450 | 2.3% |
| o | 1119 | 1.8% |
| l | 881 | 1.4% |
| Other values (5) | 2609 | 4.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 6124 | |
| S | 1450 | 13.9% |
| N | 881 | 8.4% |
| M | 881 | 8.4% |
| D | 569 | 5.4% |
| W | 510 | 4.9% |
| U | 40 | 0.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 1450 |
Space Separator
| Value | Count | Frequency (%) |
| 881 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 72249 | |
| Common | 2331 | 3.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 16029 | |
| e | 11865 | |
| a | 8143 | |
| n | 7125 | |
| t | 6693 | |
| P | 6124 | 8.5% |
| d | 3039 | 4.2% |
| i | 2841 | 3.9% |
| v | 1450 | 2.0% |
| S | 1450 | 2.0% |
| Other values (12) | 7490 |
Common
| Value | Count | Frequency (%) |
| / | 1450 | |
| 881 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 74580 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 16029 | |
| e | 11865 | |
| a | 8143 | |
| n | 7125 | |
| t | 6693 | |
| P | 6124 | 8.2% |
| d | 3039 | 4.1% |
| i | 2841 | 3.8% |
| / | 1450 | 1.9% |
| v | 1450 | 1.9% |
| Other values (14) | 9821 |
occupation
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| Professional | |
|---|---|
| Retired | |
| Secretarial/Admin | |
| Housewife | |
| Unknown | |
| Other values (3) |
Length
| Max length | 17 |
|---|---|
| Median length | 16 |
| Mean length | 11.181561 |
| Min length | 7 |
Characters and Unicode
| Total characters | 90839 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Professional |
|---|---|
| 2nd row | Secretarial/Admin |
| 3rd row | Manual Worker |
| 4th row | Manual Worker |
| 5th row | Housewife |
Common Values
| Value | Count | Frequency (%) |
| Professional | 1949 | |
| Retired | 1840 | |
| Secretarial/Admin | 1435 | |
| Housewife | 984 | |
| Unknown | 840 | |
| Business Manager | 578 | 7.1% |
| Manual Worker | 451 | 5.6% |
| Student | 47 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| professional | 1949 | |
| retired | 1840 | |
| secretarial/admin | 1435 | |
| housewife | 984 | |
| unknown | 840 | |
| business | 578 | 6.3% |
| manager | 578 | 6.3% |
| manual | 451 | 4.9% |
| worker | 451 | 4.9% |
| student | 47 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 12121 | |
| i | 8221 | 9.1% |
| r | 8139 | 9.0% |
| n | 7558 | 8.3% |
| a | 6877 | 7.6% |
| s | 6616 | 7.3% |
| o | 6173 | 6.8% |
| l | 3835 | 4.2% |
| t | 3369 | 3.7% |
| d | 3322 | 3.7% |
| Other values (18) | 24608 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 77787 | |
| Uppercase Letter | 10588 | 11.7% |
| Other Punctuation | 1435 | 1.6% |
| Space Separator | 1029 | 1.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 12121 | |
| i | 8221 | |
| r | 8139 | |
| n | 7558 | |
| a | 6877 | |
| s | 6616 | |
| o | 6173 | |
| l | 3835 | 4.9% |
| t | 3369 | 4.3% |
| d | 3322 | 4.3% |
| Other values (7) | 11556 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 1949 | |
| R | 1840 | |
| S | 1482 | |
| A | 1435 | |
| M | 1029 | |
| H | 984 | |
| U | 840 | |
| B | 578 | 5.5% |
| W | 451 | 4.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 1435 |
Space Separator
| Value | Count | Frequency (%) |
| 1029 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 88375 | |
| Common | 2464 | 2.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 12121 | |
| i | 8221 | 9.3% |
| r | 8139 | 9.2% |
| n | 7558 | 8.6% |
| a | 6877 | 7.8% |
| s | 6616 | 7.5% |
| o | 6173 | 7.0% |
| l | 3835 | 4.3% |
| t | 3369 | 3.8% |
| d | 3322 | 3.8% |
| Other values (16) | 22144 |
Common
| Value | Count | Frequency (%) |
| / | 1435 | |
| 1029 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 90839 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 12121 | |
| i | 8221 | 9.1% |
| r | 8139 | 9.0% |
| n | 7558 | 8.3% |
| a | 6877 | 7.6% |
| s | 6616 | 7.3% |
| o | 6173 | 6.8% |
| l | 3835 | 4.2% |
| t | 3369 | 3.7% |
| d | 3322 | 3.7% |
| Other values (18) | 24608 |
occupation_partner
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| Unknown | |
|---|---|
| Professional | |
| Retired | |
| Manual Worker | |
| Business Manager | |
| Other values (3) |
Length
| Max length | 17 |
|---|---|
| Median length | 16 |
| Mean length | 10.268218 |
| Min length | 7 |
Characters and Unicode
| Total characters | 83419 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Professional |
|---|---|
| 2nd row | Professional |
| 3rd row | Manual Worker |
| 4th row | Manual Worker |
| 5th row | Professional |
Common Values
| Value | Count | Frequency (%) |
| Unknown | 2203 | |
| Professional | 1620 | |
| Retired | 1558 | |
| Manual Worker | 1222 | |
| Business Manager | 575 | 7.1% |
| Secretarial/Admin | 510 | 6.3% |
| Housewife | 422 | 5.2% |
| Student | 14 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unknown | 2203 | |
| professional | 1620 | |
| retired | 1558 | |
| manual | 1222 | |
| worker | 1222 | |
| business | 575 | 5.8% |
| manager | 575 | 5.8% |
| secretarial/admin | 510 | 5.1% |
| housewife | 422 | 4.3% |
| student | 14 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 11125 | |
| e | 8986 | 10.8% |
| r | 7217 | 8.7% |
| o | 7087 | 8.5% |
| a | 6234 | 7.5% |
| s | 5387 | 6.5% |
| i | 5195 | 6.2% |
| k | 3425 | 4.1% |
| l | 3352 | 4.0% |
| w | 2625 | 3.1% |
| Other values (18) | 22786 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 70681 | |
| Uppercase Letter | 10431 | 12.5% |
| Space Separator | 1797 | 2.2% |
| Other Punctuation | 510 | 0.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 11125 | |
| e | 8986 | |
| r | 7217 | |
| o | 7087 | |
| a | 6234 | |
| s | 5387 | |
| i | 5195 | |
| k | 3425 | 4.8% |
| l | 3352 | 4.7% |
| w | 2625 | 3.7% |
| Other values (7) | 10048 |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 2203 | |
| M | 1797 | |
| P | 1620 | |
| R | 1558 | |
| W | 1222 | |
| B | 575 | 5.5% |
| S | 524 | 5.0% |
| A | 510 | 4.9% |
| H | 422 | 4.0% |
Space Separator
| Value | Count | Frequency (%) |
| 1797 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 510 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 81112 | |
| Common | 2307 | 2.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 11125 | |
| e | 8986 | |
| r | 7217 | 8.9% |
| o | 7087 | 8.7% |
| a | 6234 | 7.7% |
| s | 5387 | 6.6% |
| i | 5195 | 6.4% |
| k | 3425 | 4.2% |
| l | 3352 | 4.1% |
| w | 2625 | 3.2% |
| Other values (16) | 20479 |
Common
| Value | Count | Frequency (%) |
| 1797 | ||
| / | 510 | 22.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 83419 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 11125 | |
| e | 8986 | 10.8% |
| r | 7217 | 8.7% |
| o | 7087 | 8.5% |
| a | 6234 | 7.5% |
| s | 5387 | 6.5% |
| i | 5195 | 6.2% |
| k | 3425 | 4.1% |
| l | 3352 | 4.0% |
| w | 2625 | 3.1% |
| Other values (18) | 22786 |
home_status
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| Own Home | |
|---|---|
| Rent from Council/HA | 279 |
| Rent Privately | 205 |
| Live in Parental Hom | 90 |
| Unknown | 44 |
Length
| Max length | 20 |
|---|---|
| Median length | 8 |
| Mean length | 8.6910389 |
| Min length | 7 |
Characters and Unicode
| Total characters | 70606 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Own Home |
|---|---|
| 2nd row | Own Home |
| 3rd row | Rent Privately |
| 4th row | Own Home |
| 5th row | Own Home |
Common Values
| Value | Count | Frequency (%) |
| Own Home | 7506 | |
| Rent from Council/HA | 279 | 3.4% |
| Rent Privately | 205 | 2.5% |
| Live in Parental Hom | 90 | 1.1% |
| Unknown | 44 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| own | 7506 | |
| home | 7506 | |
| rent | 484 | 2.9% |
| from | 279 | 1.7% |
| council/ha | 279 | 1.7% |
| privately | 205 | 1.2% |
| live | 90 | 0.5% |
| in | 90 | 0.5% |
| parental | 90 | 0.5% |
| hom | 90 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 8581 | |
| 8539 | ||
| e | 8375 | |
| o | 8198 | |
| H | 7875 | |
| m | 7875 | |
| w | 7550 | |
| O | 7506 | |
| t | 779 | 1.1% |
| i | 664 | 0.9% |
| Other values (16) | 4664 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 44936 | |
| Uppercase Letter | 16852 | 23.9% |
| Space Separator | 8539 | 12.1% |
| Other Punctuation | 279 | 0.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 8581 | |
| e | 8375 | |
| o | 8198 | |
| m | 7875 | |
| w | 7550 | |
| t | 779 | 1.7% |
| i | 664 | 1.5% |
| r | 574 | 1.3% |
| l | 574 | 1.3% |
| a | 385 | 0.9% |
| Other values (6) | 1381 | 3.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 7875 | |
| O | 7506 | |
| R | 484 | 2.9% |
| P | 295 | 1.8% |
| A | 279 | 1.7% |
| C | 279 | 1.7% |
| L | 90 | 0.5% |
| U | 44 | 0.3% |
Space Separator
| Value | Count | Frequency (%) |
| 8539 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 279 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 61788 | |
| Common | 8818 | 12.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 8581 | |
| e | 8375 | |
| o | 8198 | |
| H | 7875 | |
| m | 7875 | |
| w | 7550 | |
| O | 7506 | |
| t | 779 | 1.3% |
| i | 664 | 1.1% |
| r | 574 | 0.9% |
| Other values (14) | 3811 |
Common
| Value | Count | Frequency (%) |
| 8539 | ||
| / | 279 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 70606 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 8581 | |
| 8539 | ||
| e | 8375 | |
| o | 8198 | |
| H | 7875 | |
| m | 7875 | |
| w | 7550 | |
| O | 7506 | |
| t | 779 | 1.1% |
| i | 664 | 0.9% |
| Other values (16) | 4664 |
family_income
Categorical
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| >=35,000 | |
|---|---|
| <27,500, >=25,000 | |
| <30,000, >=27,500 | |
| <25,000, >=22,500 | |
| <12,500, >=10,000 | |
| Other values (8) |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 14.349089 |
| Min length | 7 |
Characters and Unicode
| Total characters | 116572 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | >=35,000 |
|---|---|
| 2nd row | >=35,000 |
| 3rd row | <22,500, >=20,000 |
| 4th row | <25,000, >=22,500 |
| 5th row | >=35,000 |
Common Values
| Value | Count | Frequency (%) |
| >=35,000 | 2014 | |
| <27,500, >=25,000 | 969 | |
| <30,000, >=27,500 | 796 | 9.8% |
| <25,000, >=22,500 | 656 | 8.1% |
| <12,500, >=10,000 | 535 | 6.6% |
| <20,000, >=17,500 | 525 | 6.5% |
| <17,500, >=15,000 | 521 | 6.4% |
| <15,000, >=12,500 | 508 | 6.3% |
| <22,500, >=20,000 | 479 | 5.9% |
| <10,000, >= 8,000 | 452 | 5.6% |
| Other values (3) | 669 | 8.2% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 35,000 | 2014 | |
| 27,500 | 1765 | |
| 25,000 | 1625 | |
| 1341 | ||
| 22,500 | 1135 | |
| 17,500 | 1046 | |
| 12,500 | 1043 | |
| 15,000 | 1029 | |
| 20,000 | 1004 | |
| 10,000 | 987 | |
| Other values (4) | 2245 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 39153 | |
| , | 19554 | |
| 5 | 9657 | 8.3% |
| > | 7783 | 6.7% |
| = | 7783 | 6.7% |
| 2 | 7707 | 6.6% |
| 7110 | 6.1% | |
| < | 6002 | 5.1% |
| 1 | 4105 | 3.5% |
| 7 | 2811 | 2.4% |
| Other values (8) | 4907 | 4.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 67584 | |
| Math Symbol | 21568 | 18.5% |
| Other Punctuation | 19554 | 16.8% |
| Space Separator | 7110 | 6.1% |
| Lowercase Letter | 648 | 0.6% |
| Uppercase Letter | 108 | 0.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 39153 | |
| 5 | 9657 | 14.3% |
| 2 | 7707 | 11.4% |
| 1 | 4105 | 6.1% |
| 7 | 2811 | 4.2% |
| 3 | 2810 | 4.2% |
| 8 | 780 | 1.2% |
| 4 | 561 | 0.8% |
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 324 | |
| k | 108 | 16.7% |
| o | 108 | 16.7% |
| w | 108 | 16.7% |
Math Symbol
| Value | Count | Frequency (%) |
| > | 7783 | |
| = | 7783 | |
| < | 6002 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 19554 |
Space Separator
| Value | Count | Frequency (%) |
| 7110 |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 108 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 115816 | |
| Latin | 756 | 0.6% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 39153 | |
| , | 19554 | |
| 5 | 9657 | 8.3% |
| > | 7783 | 6.7% |
| = | 7783 | 6.7% |
| 2 | 7707 | 6.7% |
| 7110 | 6.1% | |
| < | 6002 | 5.2% |
| 1 | 4105 | 3.5% |
| 7 | 2811 | 2.4% |
| Other values (3) | 4151 | 3.6% |
Latin
| Value | Count | Frequency (%) |
| n | 324 | |
| U | 108 | 14.3% |
| k | 108 | 14.3% |
| o | 108 | 14.3% |
| w | 108 | 14.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 116572 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 39153 | |
| , | 19554 | |
| 5 | 9657 | 8.3% |
| > | 7783 | 6.7% |
| = | 7783 | 6.7% |
| 2 | 7707 | 6.6% |
| 7110 | 6.1% | |
| < | 6002 | 5.1% |
| 1 | 4105 | 3.5% |
| 7 | 2811 | 2.4% |
| Other values (8) | 4907 | 4.2% |
self_employed
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.1 KiB |
| False | |
|---|---|
| True | 581 |
| Value | Count | Frequency (%) |
| False | 7543 | |
| True | 581 | 7.2% |
self_employed_partner
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 7207 | |
| True | 917 | 11.3% |
year_last_moved
Real number (ℝ)
| Distinct | 93 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1984.7617 |
| Minimum | 1901 |
|---|---|
| Maximum | 1999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 1901 |
|---|---|
| 5-th percentile | 1963 |
| Q1 | 1978 |
| median | 1988 |
| Q3 | 1994 |
| 95-th percentile | 1998 |
| Maximum | 1999 |
| Range | 98 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 12.367295 |
|---|---|
| Coefficient of variation (CV) | 0.0062311231 |
| Kurtosis | 5.7911677 |
| Mean | 1984.7617 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -1.7780439 |
| Sum | 16124204 |
| Variance | 152.94997 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1997 | 548 | 6.7% |
| 1996 | 525 | 6.5% |
| 1998 | 434 | 5.3% |
| 1994 | 423 | 5.2% |
| 1988 | 407 | 5.0% |
| 1995 | 386 | 4.8% |
| 1993 | 323 | 4.0% |
| 1986 | 316 | 3.9% |
| 1992 | 294 | 3.6% |
| 1987 | 284 | 3.5% |
| Other values (83) | 4184 |
| Value | Count | Frequency (%) |
| 1901 | 2 | |
| 1902 | 2 | |
| 1903 | 1 | < 0.1% |
| 1904 | 2 | |
| 1905 | 3 | |
| 1906 | 1 | < 0.1% |
| 1907 | 2 | |
| 1908 | 3 | |
| 1909 | 1 | < 0.1% |
| 1910 | 2 |
| Value | Count | Frequency (%) |
| 1999 | 51 | 0.6% |
| 1998 | 434 | |
| 1997 | 548 | |
| 1996 | 525 | |
| 1995 | 386 | |
| 1994 | 423 | |
| 1993 | 323 | |
| 1992 | 294 | |
| 1991 | 256 | |
| 1990 | 273 |
avg_credit_card_txn
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1209 |
|---|---|
| Distinct (%) | 14.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.251094 |
| Minimum | 0 |
|---|---|
| Maximum | 662.26 |
| Zeros | 4989 |
| Zeros (%) | 61.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 23.48 |
| 95-th percentile | 129.925 |
| Maximum | 662.26 |
| Range | 662.26 |
| Interquartile range (IQR) | 23.48 |
Descriptive statistics
| Standard deviation | 51.147496 |
|---|---|
| Coefficient of variation (CV) | 2.1997888 |
| Kurtosis | 20.295455 |
| Mean | 23.251094 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.7611524 |
| Sum | 188891.89 |
| Variance | 2616.0664 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4989 | |
| 19.99 | 112 | 1.4% |
| 9.99 | 86 | 1.1% |
| 11.99 | 54 | 0.7% |
| 24.99 | 48 | 0.6% |
| 19.49 | 46 | 0.6% |
| 4.99 | 43 | 0.5% |
| 14.99 | 43 | 0.5% |
| 9.49 | 40 | 0.5% |
| 15.99 | 39 | 0.5% |
| Other values (1199) | 2624 |
| Value | Count | Frequency (%) |
| 0 | 4989 | |
| 0.01 | 31 | 0.4% |
| 0.02 | 8 | 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.51 | 10 | 0.1% |
| 0.52 | 4 | < 0.1% |
| 0.54 | 1 | < 0.1% |
| 1.03 | 1 | < 0.1% |
| 1.04 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 662.26 | 1 | |
| 592.36 | 1 | |
| 571.74 | 1 | |
| 565.36 | 1 | |
| 481.36 | 1 | |
| 477.82 | 1 | |
| 467.88 | 1 | |
| 461.93 | 1 | |
| 436.8 | 1 | |
| 421.76 | 1 |
balance_transfer
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1860 |
|---|---|
| Distinct (%) | 22.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.082922 |
| Minimum | 0 |
|---|---|
| Maximum | 2951.76 |
| Zeros | 3524 |
| Zeros (%) | 43.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 17.485 |
| Q3 | 64.99 |
| 95-th percentile | 186.9005 |
| Maximum | 2951.76 |
| Range | 2951.76 |
| Interquartile range (IQR) | 64.99 |
Descriptive statistics
| Standard deviation | 79.084692 |
|---|---|
| Coefficient of variation (CV) | 1.7161388 |
| Kurtosis | 231.64235 |
| Mean | 46.082922 |
| Median Absolute Deviation (MAD) | 17.485 |
| Skewness | 8.1737344 |
| Sum | 374377.66 |
| Variance | 6254.3886 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3524 | |
| 0.01 | 155 | 1.9% |
| 24.99 | 135 | 1.7% |
| 29.99 | 114 | 1.4% |
| 19.99 | 72 | 0.9% |
| 34.99 | 63 | 0.8% |
| 25.99 | 52 | 0.6% |
| 0.51 | 44 | 0.5% |
| 44.99 | 43 | 0.5% |
| 0.02 | 41 | 0.5% |
| Other values (1850) | 3881 |
| Value | Count | Frequency (%) |
| 0 | 3524 | |
| 0.01 | 155 | 1.9% |
| 0.02 | 41 | 0.5% |
| 0.03 | 12 | 0.1% |
| 0.04 | 2 | < 0.1% |
| 0.05 | 5 | 0.1% |
| 0.46 | 1 | < 0.1% |
| 0.51 | 44 | 0.5% |
| 0.52 | 35 | 0.4% |
| 0.53 | 9 | 0.1% |
| Value | Count | Frequency (%) |
| 2951.76 | 1 | |
| 860.83 | 1 | |
| 749.38 | 1 | |
| 659.21 | 1 | |
| 644.87 | 1 | |
| 601.85 | 1 | |
| 596.85 | 1 | |
| 583.87 | 1 | |
| 573.4 | 1 | |
| 570.86 | 1 |
term_deposit
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1215 |
|---|---|
| Distinct (%) | 15.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.284649 |
| Minimum | 0 |
|---|---|
| Maximum | 784.82 |
| Zeros | 4587 |
| Zeros (%) | 56.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 34.49 |
| 95-th percentile | 124.957 |
| Maximum | 784.82 |
| Range | 784.82 |
| Interquartile range (IQR) | 34.49 |
Descriptive statistics
| Standard deviation | 54.133537 |
|---|---|
| Coefficient of variation (CV) | 1.9840291 |
| Kurtosis | 28.68558 |
| Mean | 27.284649 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.1741626 |
| Sum | 221660.49 |
| Variance | 2930.4398 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4587 | |
| 24.99 | 128 | 1.6% |
| 29.99 | 125 | 1.5% |
| 19.99 | 87 | 1.1% |
| 14.99 | 75 | 0.9% |
| 9.99 | 64 | 0.8% |
| 34.99 | 62 | 0.8% |
| 0.01 | 58 | 0.7% |
| 29.49 | 47 | 0.6% |
| 24.49 | 40 | 0.5% |
| Other values (1205) | 2851 |
| Value | Count | Frequency (%) |
| 0 | 4587 | |
| 0.01 | 58 | 0.7% |
| 0.02 | 12 | 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.51 | 28 | 0.3% |
| 0.52 | 10 | 0.1% |
| 0.53 | 1 | < 0.1% |
| 1.02 | 1 | < 0.1% |
| 1.03 | 3 | < 0.1% |
| 1.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 784.82 | 1 | |
| 738.67 | 1 | |
| 716.12 | 1 | |
| 597.76 | 1 | |
| 539.18 | 1 | |
| 522.77 | 1 | |
| 514.26 | 1 | |
| 505.54 | 1 | |
| 493.78 | 1 | |
| 484.73 | 1 |
life_insurance
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 2655 |
|---|---|
| Distinct (%) | 32.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.317939 |
| Minimum | 0 |
|---|---|
| Maximum | 2930.41 |
| Zeros | 2454 |
| Zeros (%) | 30.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 31.475 |
| Q3 | 92.8875 |
| 95-th percentile | 239.874 |
| Maximum | 2930.41 |
| Range | 2930.41 |
| Interquartile range (IQR) | 92.8875 |
Descriptive statistics
| Standard deviation | 95.762451 |
|---|---|
| Coefficient of variation (CV) | 1.4660972 |
| Kurtosis | 106.59993 |
| Mean | 65.317939 |
| Median Absolute Deviation (MAD) | 31.475 |
| Skewness | 5.5093788 |
| Sum | 530642.94 |
| Variance | 9170.4471 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2454 | |
| 0.01 | 77 | 0.9% |
| 27.99 | 58 | 0.7% |
| 29.99 | 52 | 0.6% |
| 22.99 | 47 | 0.6% |
| 34.99 | 44 | 0.5% |
| 25.99 | 44 | 0.5% |
| 24.99 | 40 | 0.5% |
| 17.99 | 38 | 0.5% |
| 19.99 | 38 | 0.5% |
| Other values (2645) | 5232 |
| Value | Count | Frequency (%) |
| 0 | 2454 | |
| 0.01 | 77 | 0.9% |
| 0.02 | 25 | 0.3% |
| 0.03 | 7 | 0.1% |
| 0.08 | 1 | < 0.1% |
| 0.44 | 1 | < 0.1% |
| 0.51 | 28 | 0.3% |
| 0.52 | 15 | 0.2% |
| 0.53 | 6 | 0.1% |
| 0.54 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 2930.41 | 1 | |
| 1005.53 | 1 | |
| 817.63 | 1 | |
| 799.12 | 1 | |
| 795.79 | 1 | |
| 774.6 | 1 | |
| 748.46 | 1 | |
| 734.1 | 1 | |
| 726.67 | 1 | |
| 719.6 | 1 |
medical_insurance
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1362 |
|---|---|
| Distinct (%) | 16.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.826195 |
| Minimum | 0 |
|---|---|
| Maximum | 591.04 |
| Zeros | 4046 |
| Zeros (%) | 49.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.01 |
| Q3 | 26.97 |
| 95-th percentile | 81.4155 |
| Maximum | 591.04 |
| Range | 591.04 |
| Interquartile range (IQR) | 26.97 |
Descriptive statistics
| Standard deviation | 32.022332 |
|---|---|
| Coefficient of variation (CV) | 1.7009455 |
| Kurtosis | 22.795401 |
| Mean | 18.826195 |
| Median Absolute Deviation (MAD) | 0.01 |
| Skewness | 3.3619402 |
| Sum | 152944.01 |
| Variance | 1025.4297 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4046 | |
| 9.99 | 168 | 2.1% |
| 9.49 | 61 | 0.8% |
| 29.99 | 56 | 0.7% |
| 10.99 | 54 | 0.7% |
| 7.49 | 54 | 0.7% |
| 6.99 | 51 | 0.6% |
| 4.99 | 51 | 0.6% |
| 19.99 | 48 | 0.6% |
| 19.98 | 44 | 0.5% |
| Other values (1352) | 3491 |
| Value | Count | Frequency (%) |
| 0 | 4046 | |
| 0.01 | 30 | 0.4% |
| 0.02 | 4 | < 0.1% |
| 0.48 | 1 | < 0.1% |
| 0.51 | 8 | 0.1% |
| 0.52 | 4 | < 0.1% |
| 1 | 2 | < 0.1% |
| 1.49 | 1 | < 0.1% |
| 1.54 | 1 | < 0.1% |
| 1.98 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 591.04 | 1 | |
| 350.71 | 1 | |
| 306.85 | 1 | |
| 265.84 | 1 | |
| 244.3 | 1 | |
| 241.79 | 1 | |
| 235.36 | 1 | |
| 233.76 | 1 | |
| 233.38 | 1 | |
| 231.73 | 1 |
avg_account_balance
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1923 |
|---|---|
| Distinct (%) | 23.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.838023 |
| Minimum | 0 |
|---|---|
| Maximum | 626.24 |
| Zeros | 2806 |
| Zeros (%) | 34.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 14.98 |
| Q3 | 45.9225 |
| 95-th percentile | 120.692 |
| Maximum | 626.24 |
| Range | 626.24 |
| Interquartile range (IQR) | 45.9225 |
Descriptive statistics
| Standard deviation | 45.24944 |
|---|---|
| Coefficient of variation (CV) | 1.421239 |
| Kurtosis | 12.495594 |
| Mean | 31.838023 |
| Median Absolute Deviation (MAD) | 14.98 |
| Skewness | 2.6899852 |
| Sum | 258652.1 |
| Variance | 2047.5118 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2806 | |
| 29.99 | 112 | 1.4% |
| 4.99 | 111 | 1.4% |
| 11.99 | 96 | 1.2% |
| 9.99 | 84 | 1.0% |
| 14.99 | 74 | 0.9% |
| 24.99 | 69 | 0.8% |
| 2.99 | 49 | 0.6% |
| 34.99 | 48 | 0.6% |
| 14.49 | 41 | 0.5% |
| Other values (1913) | 4634 |
| Value | Count | Frequency (%) |
| 0 | 2806 | |
| 0.01 | 27 | 0.3% |
| 0.02 | 4 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.47 | 1 | < 0.1% |
| 0.51 | 9 | 0.1% |
| 0.52 | 2 | < 0.1% |
| 0.97 | 1 | < 0.1% |
| 0.98 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 626.24 | 1 | |
| 415.14 | 1 | |
| 410.71 | 1 | |
| 402.6 | 1 | |
| 398.06 | 1 | |
| 380.75 | 1 | |
| 367.34 | 1 | |
| 351.38 | 1 | |
| 348.18 | 1 | |
| 347.79 | 1 |
personal_loan
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 1477 |
|---|---|
| Distinct (%) | 18.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.41583 |
| Minimum | 0 |
|---|---|
| Maximum | 4905.93 |
| Zeros | 5134 |
| Zeros (%) | 63.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 20.8275 |
| 95-th percentile | 132.8025 |
| Maximum | 4905.93 |
| Range | 4905.93 |
| Interquartile range (IQR) | 20.8275 |
Descriptive statistics
| Standard deviation | 85.13015 |
|---|---|
| Coefficient of variation (CV) | 3.3494933 |
| Kurtosis | 1354.453 |
| Mean | 25.41583 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 26.159596 |
| Sum | 206478.2 |
| Variance | 7247.1424 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5134 | |
| 15.99 | 47 | 0.6% |
| 6.99 | 35 | 0.4% |
| 14.99 | 30 | 0.4% |
| 5.99 | 29 | 0.4% |
| 8.99 | 27 | 0.3% |
| 0.01 | 26 | 0.3% |
| 13.99 | 26 | 0.3% |
| 11.99 | 25 | 0.3% |
| 17.99 | 23 | 0.3% |
| Other values (1467) | 2722 |
| Value | Count | Frequency (%) |
| 0 | 5134 | |
| 0.01 | 26 | 0.3% |
| 0.02 | 7 | 0.1% |
| 0.51 | 6 | 0.1% |
| 0.52 | 4 | < 0.1% |
| 0.53 | 2 | < 0.1% |
| 0.55 | 1 | < 0.1% |
| 0.99 | 2 | < 0.1% |
| 1 | 3 | < 0.1% |
| 1.02 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4905.93 | 1 | |
| 1309.08 | 1 | |
| 1280.2 | 1 | |
| 1173.96 | 1 | |
| 898.39 | 1 | |
| 801.76 | 1 | |
| 772.02 | 1 | |
| 719.65 | 1 | |
| 704.34 | 1 | |
| 661.91 | 1 |
mutual_fund_investment
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 2130 |
|---|---|
| Distinct (%) | 26.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.723628 |
| Minimum | 0 |
|---|---|
| Maximum | 2561.27 |
| Zeros | 2602 |
| Zeros (%) | 32.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 23.48 |
| Q3 | 59.44 |
| 95-th percentile | 148.254 |
| Maximum | 2561.27 |
| Range | 2561.27 |
| Interquartile range (IQR) | 59.44 |
Descriptive statistics
| Standard deviation | 64.416023 |
|---|---|
| Coefficient of variation (CV) | 1.543874 |
| Kurtosis | 299.09113 |
| Mean | 41.723628 |
| Median Absolute Deviation (MAD) | 23.48 |
| Skewness | 9.6672471 |
| Sum | 338962.75 |
| Variance | 4149.4241 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2602 | |
| 11.99 | 111 | 1.4% |
| 9.99 | 81 | 1.0% |
| 13.99 | 70 | 0.9% |
| 23.98 | 64 | 0.8% |
| 23.48 | 49 | 0.6% |
| 11.49 | 47 | 0.6% |
| 19.98 | 47 | 0.6% |
| 17.99 | 39 | 0.5% |
| 0.01 | 39 | 0.5% |
| Other values (2120) | 4975 |
| Value | Count | Frequency (%) |
| 0 | 2602 | |
| 0.01 | 39 | 0.5% |
| 0.02 | 15 | 0.2% |
| 0.03 | 3 | < 0.1% |
| 0.06 | 1 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.48 | 1 | < 0.1% |
| 0.51 | 20 | 0.2% |
| 0.52 | 11 | 0.1% |
| 0.53 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2561.27 | 1 | |
| 765.03 | 1 | |
| 648.54 | 1 | |
| 646.39 | 1 | |
| 633.89 | 1 | |
| 587.61 | 1 | |
| 576.61 | 1 | |
| 565.99 | 1 | |
| 545 | 1 | |
| 522.58 | 1 |
tax_saving_bond_investment
Real number (ℝ)
| Distinct | 718 |
|---|---|
| Distinct (%) | 8.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0572464 |
| Minimum | 0 |
|---|---|
| Maximum | 156.87 |
| Zeros | 5133 |
| Zeros (%) | 63.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 5.49 |
| 95-th percentile | 32.467 |
| Maximum | 156.87 |
| Range | 156.87 |
| Interquartile range (IQR) | 5.49 |
Descriptive statistics
| Standard deviation | 12.673374 |
|---|---|
| Coefficient of variation (CV) | 2.0922665 |
| Kurtosis | 14.674817 |
| Mean | 6.0572464 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.1917131 |
| Sum | 49209.07 |
| Variance | 160.6144 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5133 | |
| 1 | 218 | 2.7% |
| 2 | 107 | 1.3% |
| 4.99 | 98 | 1.2% |
| 9.99 | 80 | 1.0% |
| 19.99 | 69 | 0.8% |
| 4.49 | 62 | 0.8% |
| 2.49 | 59 | 0.7% |
| 2.99 | 48 | 0.6% |
| 3 | 46 | 0.6% |
| Other values (708) | 2204 |
| Value | Count | Frequency (%) |
| 0 | 5133 | |
| 0.01 | 2 | < 0.1% |
| 0.1 | 2 | < 0.1% |
| 0.2 | 4 | < 0.1% |
| 0.45 | 2 | < 0.1% |
| 0.5 | 6 | 0.1% |
| 0.65 | 2 | < 0.1% |
| 0.74 | 1 | < 0.1% |
| 0.85 | 1 | < 0.1% |
| 0.97 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 156.87 | 1 | |
| 138.56 | 1 | |
| 124.76 | 1 | |
| 121.44 | 1 | |
| 119.87 | 1 | |
| 102.46 | 1 | |
| 101.94 | 1 | |
| 101.81 | 1 | |
| 96.44 | 1 | |
| 95.92 | 1 |
home_loan
Real number (ℝ)
| Distinct | 760 |
|---|---|
| Distinct (%) | 9.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4169141 |
| Minimum | 0 |
|---|---|
| Maximum | 162.35 |
| Zeros | 5609 |
| Zeros (%) | 69.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 4.49 |
| 95-th percentile | 23.9785 |
| Maximum | 162.35 |
| Range | 162.35 |
| Interquartile range (IQR) | 4.49 |
Descriptive statistics
| Standard deviation | 9.9457466 |
|---|---|
| Coefficient of variation (CV) | 2.251741 |
| Kurtosis | 26.081721 |
| Mean | 4.4169141 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.977657 |
| Sum | 35883.01 |
| Variance | 98.917876 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5609 | |
| 4.99 | 91 | 1.1% |
| 9.99 | 77 | 0.9% |
| 4.49 | 73 | 0.9% |
| 3.99 | 54 | 0.7% |
| 3.49 | 46 | 0.6% |
| 2.99 | 39 | 0.5% |
| 1.99 | 37 | 0.5% |
| 7.99 | 36 | 0.4% |
| 14.99 | 36 | 0.4% |
| Other values (750) | 2026 | 24.9% |
| Value | Count | Frequency (%) |
| 0 | 5609 | |
| 0.01 | 8 | 0.1% |
| 0.5 | 3 | < 0.1% |
| 0.51 | 1 | < 0.1% |
| 0.74 | 2 | < 0.1% |
| 0.99 | 6 | 0.1% |
| 1 | 7 | 0.1% |
| 1.19 | 1 | < 0.1% |
| 1.24 | 7 | 0.1% |
| 1.49 | 18 | 0.2% |
| Value | Count | Frequency (%) |
| 162.35 | 1 | |
| 121.92 | 1 | |
| 114.39 | 1 | |
| 110.17 | 1 | |
| 101.02 | 1 | |
| 91.26 | 1 | |
| 90.49 | 1 | |
| 86.83 | 1 | |
| 86.37 | 1 | |
| 82.86 | 1 |
online_purchase_amount
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 1128 |
|---|---|
| Distinct (%) | 13.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.198658 |
| Minimum | 0 |
|---|---|
| Maximum | 4306.42 |
| Zeros | 5700 |
| Zeros (%) | 70.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 7.48 |
| 95-th percentile | 95.4685 |
| Maximum | 4306.42 |
| Range | 4306.42 |
| Interquartile range (IQR) | 7.48 |
Descriptive statistics
| Standard deviation | 92.343126 |
|---|---|
| Coefficient of variation (CV) | 4.8098739 |
| Kurtosis | 769.59452 |
| Mean | 19.198658 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 21.763954 |
| Sum | 155969.9 |
| Variance | 8527.253 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5700 | |
| 3.99 | 50 | 0.6% |
| 11.99 | 47 | 0.6% |
| 7.99 | 35 | 0.4% |
| 4.49 | 32 | 0.4% |
| 4.99 | 29 | 0.4% |
| 14.99 | 29 | 0.4% |
| 9.99 | 27 | 0.3% |
| 2.99 | 26 | 0.3% |
| 19.99 | 24 | 0.3% |
| Other values (1118) | 2125 | 26.2% |
| Value | Count | Frequency (%) |
| 0 | 5700 | |
| 0.01 | 15 | 0.2% |
| 0.02 | 4 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.5 | 2 | < 0.1% |
| 0.51 | 7 | 0.1% |
| 0.52 | 4 | < 0.1% |
| 0.53 | 2 | < 0.1% |
| 0.8 | 2 | < 0.1% |
| 0.99 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 4306.42 | 1 | |
| 2808.8 | 1 | |
| 2142.62 | 1 | |
| 2033.85 | 1 | |
| 1652.45 | 1 | |
| 1513.15 | 1 | |
| 1071.22 | 1 | |
| 998.99 | 1 | |
| 964.77 | 1 | |
| 956.96 | 1 |
gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| Female | |
|---|---|
| Male | |
| Unknown | 31 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.514648 |
| Min length | 4 |
Characters and Unicode
| Total characters | 44801 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Female | 6106 | |
| Male | 1987 | 24.5% |
| Unknown | 31 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 6106 | |
| male | 1987 | 24.5% |
| unknown | 31 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 14199 | |
| a | 8093 | |
| l | 8093 | |
| F | 6106 | |
| m | 6106 | |
| M | 1987 | 4.4% |
| n | 93 | 0.2% |
| U | 31 | 0.1% |
| k | 31 | 0.1% |
| o | 31 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 36677 | |
| Uppercase Letter | 8124 | 18.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 14199 | |
| a | 8093 | |
| l | 8093 | |
| m | 6106 | |
| n | 93 | 0.3% |
| k | 31 | 0.1% |
| o | 31 | 0.1% |
| w | 31 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 6106 | |
| M | 1987 | 24.5% |
| U | 31 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 44801 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 14199 | |
| a | 8093 | |
| l | 8093 | |
| F | 6106 | |
| m | 6106 | |
| M | 1987 | 4.4% |
| n | 93 | 0.2% |
| U | 31 | 0.1% |
| k | 31 | 0.1% |
| o | 31 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 44801 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 14199 | |
| a | 8093 | |
| l | 8093 | |
| F | 6106 | |
| m | 6106 | |
| M | 1987 | 4.4% |
| n | 93 | 0.2% |
| U | 31 | 0.1% |
| k | 31 | 0.1% |
| o | 31 | 0.1% |
region
Categorical
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| South East | |
|---|---|
| North West | |
| Unknown | |
| South West | |
| West Midlands | |
| Other values (8) |
Length
| Max length | 16 |
|---|---|
| Median length | 15 |
| Mean length | 9.5942885 |
| Min length | 5 |
Characters and Unicode
| Total characters | 77944 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | North West |
|---|---|
| 2nd row | North West |
| 3rd row | South West |
| 4th row | Scotland |
| 5th row | Unknown |
Common Values
| Value | Count | Frequency (%) |
| South East | 1680 | |
| North West | 1517 | |
| Unknown | 856 | |
| South West | 769 | |
| West Midlands | 658 | 8.1% |
| East Midlands | 623 | 7.7% |
| Scotland | 615 | 7.6% |
| North | 464 | 5.7% |
| Wales | 443 | 5.5% |
| East Anglia | 344 | 4.2% |
| Other values (3) | 155 | 1.9% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| west | 2944 | |
| east | 2647 | |
| south | 2449 | |
| north | 1981 | |
| midlands | 1281 | |
| unknown | 856 | 6.2% |
| scotland | 615 | 4.4% |
| wales | 443 | 3.2% |
| anglia | 344 | 2.5% |
| northern | 135 | 1.0% |
| Other values (6) | 190 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 10771 | |
| s | 7340 | 9.4% |
| o | 6051 | 7.8% |
| 5761 | 7.4% | |
| a | 5490 | 7.0% |
| n | 5108 | 6.6% |
| h | 4570 | 5.9% |
| e | 3677 | 4.7% |
| W | 3387 | 4.3% |
| d | 3317 | 4.3% |
| Other values (17) | 22472 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 58313 | |
| Uppercase Letter | 13870 | 17.8% |
| Space Separator | 5761 | 7.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 10771 | |
| s | 7340 | |
| o | 6051 | |
| a | 5490 | |
| n | 5108 | |
| h | 4570 | |
| e | 3677 | 6.3% |
| d | 3317 | 5.7% |
| l | 2843 | 4.9% |
| u | 2449 | 4.2% |
| Other values (7) | 6697 |
Uppercase Letter
| Value | Count | Frequency (%) |
| W | 3387 | |
| S | 3064 | |
| E | 2647 | |
| N | 2116 | |
| M | 1296 | 9.3% |
| U | 856 | 6.2% |
| A | 344 | 2.5% |
| I | 155 | 1.1% |
| C | 5 | < 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 5761 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 72183 | |
| Common | 5761 | 7.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 10771 | |
| s | 7340 | 10.2% |
| o | 6051 | 8.4% |
| a | 5490 | 7.6% |
| n | 5108 | 7.1% |
| h | 4570 | 6.3% |
| e | 3677 | 5.1% |
| W | 3387 | 4.7% |
| d | 3317 | 4.6% |
| S | 3064 | 4.2% |
| Other values (16) | 19408 |
Common
| Value | Count | Frequency (%) |
| 5761 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 77944 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 10771 | |
| s | 7340 | 9.4% |
| o | 6051 | 7.8% |
| 5761 | 7.4% | |
| a | 5490 | 7.0% |
| n | 5108 | 6.6% |
| h | 4570 | 5.9% |
| e | 3677 | 4.7% |
| W | 3387 | 4.3% |
| d | 3317 | 4.3% |
| Other values (17) | 22472 |
commodity_investment
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 3081 |
|---|---|
| Distinct (%) | 37.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.152749 |
| Minimum | 0 |
|---|---|
| Maximum | 1231.09 |
| Zeros | 825 |
| Zeros (%) | 10.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8.2825 |
| median | 23.59 |
| Q3 | 49.795 |
| 95-th percentile | 114.642 |
| Maximum | 1231.09 |
| Range | 1231.09 |
| Interquartile range (IQR) | 41.5125 |
Descriptive statistics
| Standard deviation | 42.474953 |
|---|---|
| Coefficient of variation (CV) | 1.1748748 |
| Kurtosis | 84.358997 |
| Mean | 36.152749 |
| Median Absolute Deviation (MAD) | 18.19 |
| Skewness | 4.8161222 |
| Sum | 293704.93 |
| Variance | 1804.1217 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 825 | 10.2% |
| 4 | 49 | 0.6% |
| 5 | 44 | 0.5% |
| 6 | 43 | 0.5% |
| 2 | 37 | 0.5% |
| 7 | 37 | 0.5% |
| 3 | 29 | 0.4% |
| 3.6 | 29 | 0.4% |
| 3.9 | 27 | 0.3% |
| 3.2 | 25 | 0.3% |
| Other values (3071) | 6979 |
| Value | Count | Frequency (%) |
| 0 | 825 | |
| 0.01 | 5 | 0.1% |
| 0.1 | 20 | 0.2% |
| 0.12 | 1 | < 0.1% |
| 0.3 | 1 | < 0.1% |
| 0.4 | 2 | < 0.1% |
| 0.41 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
| 1 | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 1231.09 | 1 | |
| 412.96 | 1 | |
| 385.24 | 1 | |
| 384.17 | 1 | |
| 373.3 | 1 | |
| 370.39 | 1 | |
| 342.43 | 1 | |
| 331.73 | 1 | |
| 318.85 | 1 | |
| 318.78 | 1 |
equity_investment
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 2812 |
|---|---|
| Distinct (%) | 34.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.442475 |
| Minimum | 0 |
|---|---|
| Maximum | 1279.1 |
| Zeros | 915 |
| Zeros (%) | 11.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.66 |
| median | 12.82 |
| Q3 | 27.9725 |
| 95-th percentile | 68.4585 |
| Maximum | 1279.1 |
| Range | 1279.1 |
| Interquartile range (IQR) | 23.3125 |
Descriptive statistics
| Standard deviation | 32.26166 |
|---|---|
| Coefficient of variation (CV) | 1.5045679 |
| Kurtosis | 334.80082 |
| Mean | 21.442475 |
| Median Absolute Deviation (MAD) | 9.91 |
| Skewness | 11.524906 |
| Sum | 174198.67 |
| Variance | 1040.8147 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 915 | 11.3% |
| 3.33 | 55 | 0.7% |
| 2 | 47 | 0.6% |
| 5 | 42 | 0.5% |
| 1.67 | 38 | 0.5% |
| 2.5 | 35 | 0.4% |
| 4.17 | 29 | 0.4% |
| 6.66 | 28 | 0.3% |
| 4 | 28 | 0.3% |
| 2.33 | 27 | 0.3% |
| Other values (2802) | 6880 |
| Value | Count | Frequency (%) |
| 0 | 915 | |
| 0.02 | 1 | < 0.1% |
| 0.08 | 1 | < 0.1% |
| 0.09 | 8 | 0.1% |
| 0.17 | 18 | 0.2% |
| 0.18 | 1 | < 0.1% |
| 0.21 | 1 | < 0.1% |
| 0.25 | 2 | < 0.1% |
| 0.29 | 1 | < 0.1% |
| 0.33 | 9 | 0.1% |
| Value | Count | Frequency (%) |
| 1279.1 | 1 | |
| 717.74 | 1 | |
| 556.19 | 1 | |
| 419.99 | 1 | |
| 408.64 | 1 | |
| 368.18 | 1 | |
| 345.89 | 1 | |
| 338.76 | 1 | |
| 316.24 | 1 | |
| 292.4 | 1 |
derivative_investment
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 3269 |
|---|---|
| Distinct (%) | 40.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.530652 |
| Minimum | 0 |
|---|---|
| Maximum | 1771.16 |
| Zeros | 445 |
| Zeros (%) | 5.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8.74 |
| median | 21.14 |
| Q3 | 42.3925 |
| 95-th percentile | 96.0185 |
| Maximum | 1771.16 |
| Range | 1771.16 |
| Interquartile range (IQR) | 33.6525 |
Descriptive statistics
| Standard deviation | 39.48066 |
|---|---|
| Coefficient of variation (CV) | 1.2521359 |
| Kurtosis | 472.36738 |
| Mean | 31.530652 |
| Median Absolute Deviation (MAD) | 14.89 |
| Skewness | 12.462312 |
| Sum | 256155.02 |
| Variance | 1558.7225 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 445 | 5.5% |
| 3.33 | 40 | 0.5% |
| 5 | 39 | 0.5% |
| 2 | 29 | 0.4% |
| 1.67 | 29 | 0.4% |
| 5.83 | 26 | 0.3% |
| 4.91 | 25 | 0.3% |
| 2.5 | 25 | 0.3% |
| 4.66 | 23 | 0.3% |
| 6.58 | 23 | 0.3% |
| Other values (3259) | 7420 |
| Value | Count | Frequency (%) |
| 0 | 445 | |
| 0.01 | 1 | < 0.1% |
| 0.09 | 10 | 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.17 | 8 | 0.1% |
| 0.25 | 1 | < 0.1% |
| 0.33 | 6 | 0.1% |
| 0.42 | 3 | < 0.1% |
| 0.5 | 7 | 0.1% |
| 0.58 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1771.16 | 1 | |
| 456.12 | 1 | |
| 421.55 | 1 | |
| 411.39 | 1 | |
| 389.41 | 1 | |
| 330.28 | 1 | |
| 319.8 | 1 | |
| 286.96 | 1 | |
| 285.76 | 1 | |
| 276.16 | 1 |
portfolio_balance
Real number (ℝ)
| Distinct | 6884 |
|---|---|
| Distinct (%) | 84.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 89.353368 |
| Minimum | -78.43 |
|---|---|
| Maximum | 4283.56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 852 |
| Negative (%) | 10.5% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | -78.43 |
|---|---|
| 5-th percentile | -13.54 |
| Q1 | 26.2775 |
| median | 65.56 |
| Q3 | 123.97 |
| 95-th percentile | 271.5595 |
| Maximum | 4283.56 |
| Range | 4361.99 |
| Interquartile range (IQR) | 97.6925 |
Descriptive statistics
| Standard deviation | 108.30354 |
|---|---|
| Coefficient of variation (CV) | 1.2120812 |
| Kurtosis | 283.27618 |
| Mean | 89.353368 |
| Median Absolute Deviation (MAD) | 45.695 |
| Skewness | 8.8954715 |
| Sum | 725906.76 |
| Variance | 11729.656 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 71.45 | 5 | 0.1% |
| 57.9 | 5 | 0.1% |
| 8.89 | 4 | < 0.1% |
| 23.38 | 4 | < 0.1% |
| 4.09 | 4 | < 0.1% |
| 51.05 | 4 | < 0.1% |
| 89.12 | 4 | < 0.1% |
| 118.52 | 4 | < 0.1% |
| 30 | 4 | < 0.1% |
| 102.64 | 4 | < 0.1% |
| Other values (6874) | 8082 |
| Value | Count | Frequency (%) |
| -78.43 | 1 | |
| -77.23 | 1 | |
| -76.35 | 1 | |
| -73.35 | 1 | |
| -72.74 | 1 | |
| -69.38 | 1 | |
| -67.42 | 1 | |
| -66.27 | 1 | |
| -64.3 | 1 | |
| -64.16 | 1 |
| Value | Count | Frequency (%) |
| 4283.56 | 1 | |
| 1097.44 | 1 | |
| 1053.8 | 1 | |
| 1024.68 | 1 | |
| 952.49 | 1 | |
| 862.32 | 1 | |
| 844.24 | 1 | |
| 790.83 | 1 | |
| 769.02 | 1 | |
| 763.22 | 1 |
net_worth
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 2 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8124 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 7264 | |
| 1 | 860 | 10.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 7264 | |
| 1 | 860 | 10.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 7264 | |
| 1 | 860 | 10.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8124 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 7264 | |
| 1 | 860 | 10.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8124 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 7264 | |
| 1 | 860 | 10.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8124 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 7264 | |
| 1 | 860 | 10.6% |
| year_last_moved | avg_credit_card_txn | balance_transfer | term_deposit | life_insurance | medical_insurance | avg_account_balance | personal_loan | mutual_fund_investment | tax_saving_bond_investment | home_loan | online_purchase_amount | commodity_investment | equity_investment | derivative_investment | portfolio_balance | num_children | age_band | marital_status | occupation | occupation_partner | home_status | family_income | self_employed | self_employed_partner | gender | region | net_worth | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| year_last_moved | 1.000 | 0.024 | 0.009 | 0.000 | 0.007 | 0.015 | 0.005 | 0.067 | 0.006 | 0.027 | 0.009 | 0.021 | 0.018 | 0.028 | 0.023 | 0.022 | 0.130 | 0.208 | 0.121 | 0.130 | 0.117 | 0.060 | 0.107 | 0.036 | 0.052 | 0.000 | 0.015 | 0.017 |
| avg_credit_card_txn | 0.024 | 1.000 | 0.156 | 0.382 | 0.165 | 0.450 | 0.182 | 0.094 | 0.148 | 0.169 | 0.127 | 0.192 | 0.514 | 0.211 | 0.267 | 0.345 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.276 |
| balance_transfer | 0.009 | 0.156 | 1.000 | 0.225 | 0.543 | 0.156 | 0.411 | 0.134 | 0.351 | 0.175 | 0.187 | 0.195 | 0.684 | 0.398 | 0.499 | 0.532 | 0.000 | 0.030 | 0.003 | 0.000 | 0.000 | 0.020 | 0.000 | 0.000 | 0.000 | 0.049 | 0.021 | 0.015 |
| term_deposit | 0.000 | 0.382 | 0.225 | 1.000 | 0.287 | 0.451 | 0.249 | 0.168 | 0.225 | 0.216 | 0.154 | 0.234 | 0.582 | 0.308 | 0.384 | 0.440 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.009 | 0.008 | 0.013 |
| life_insurance | 0.007 | 0.165 | 0.543 | 0.287 | 1.000 | 0.200 | 0.502 | 0.221 | 0.453 | 0.266 | 0.269 | 0.264 | 0.743 | 0.526 | 0.787 | 0.671 | 0.004 | 0.019 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.176 |
| medical_insurance | 0.015 | 0.450 | 0.156 | 0.451 | 0.200 | 1.000 | 0.240 | 0.147 | 0.235 | 0.211 | 0.163 | 0.240 | 0.509 | 0.303 | 0.434 | 0.418 | 0.013 | 0.007 | 0.000 | 0.000 | 0.009 | 0.029 | 0.020 | 0.000 | 0.014 | 0.000 | 0.000 | 0.095 |
| avg_account_balance | 0.005 | 0.182 | 0.411 | 0.249 | 0.502 | 0.240 | 1.000 | 0.196 | 0.454 | 0.315 | 0.330 | 0.293 | 0.481 | 0.714 | 0.700 | 0.577 | 0.010 | 0.000 | 0.023 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.005 | 0.014 | 0.104 |
| personal_loan | 0.067 | 0.094 | 0.134 | 0.168 | 0.221 | 0.147 | 0.196 | 1.000 | 0.203 | 0.275 | 0.178 | 0.210 | 0.203 | 0.503 | 0.442 | 0.348 | 0.022 | 0.000 | 0.000 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.008 | 0.000 |
| mutual_fund_investment | 0.006 | 0.148 | 0.351 | 0.225 | 0.453 | 0.235 | 0.454 | 0.203 | 1.000 | 0.271 | 0.256 | 0.267 | 0.420 | 0.741 | 0.702 | 0.563 | 0.002 | 0.016 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.023 | 0.009 | 0.019 |
| tax_saving_bond_investment | 0.027 | 0.169 | 0.175 | 0.216 | 0.266 | 0.211 | 0.315 | 0.275 | 0.271 | 1.000 | 0.307 | 0.344 | 0.283 | 0.478 | 0.428 | 0.374 | 0.041 | 0.025 | 0.000 | 0.010 | 0.000 | 0.000 | 0.008 | 0.000 | 0.037 | 0.000 | 0.000 | 0.302 |
| home_loan | 0.009 | 0.127 | 0.187 | 0.154 | 0.269 | 0.163 | 0.330 | 0.178 | 0.256 | 0.307 | 1.000 | 0.248 | 0.246 | 0.399 | 0.339 | 0.302 | 0.025 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.033 | 0.000 | 0.000 | 0.000 |
| online_purchase_amount | 0.021 | 0.192 | 0.195 | 0.234 | 0.264 | 0.240 | 0.293 | 0.210 | 0.267 | 0.344 | 0.248 | 1.000 | 0.313 | 0.520 | 0.370 | 0.390 | 0.025 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.215 |
| commodity_investment | 0.018 | 0.514 | 0.684 | 0.582 | 0.743 | 0.509 | 0.481 | 0.203 | 0.420 | 0.283 | 0.246 | 0.313 | 1.000 | 0.515 | 0.747 | 0.770 | 0.000 | 0.033 | 0.000 | 0.017 | 0.000 | 0.012 | 0.013 | 0.000 | 0.000 | 0.000 | 0.011 | 0.096 |
| equity_investment | 0.028 | 0.211 | 0.398 | 0.308 | 0.526 | 0.303 | 0.714 | 0.503 | 0.741 | 0.478 | 0.399 | 0.520 | 0.515 | 1.000 | 0.866 | 0.726 | 0.025 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.019 | 0.000 | 0.129 |
| derivative_investment | 0.023 | 0.267 | 0.499 | 0.384 | 0.787 | 0.434 | 0.700 | 0.442 | 0.702 | 0.428 | 0.339 | 0.370 | 0.747 | 0.866 | 1.000 | 0.829 | 0.000 | 0.027 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.010 | 0.024 |
| portfolio_balance | 0.022 | 0.345 | 0.532 | 0.440 | 0.671 | 0.418 | 0.577 | 0.348 | 0.563 | 0.374 | 0.302 | 0.390 | 0.770 | 0.726 | 0.829 | 1.000 | 0.030 | 0.032 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.083 |
| num_children | 0.130 | 0.000 | 0.000 | 0.000 | 0.004 | 0.013 | 0.010 | 0.022 | 0.002 | 0.041 | 0.025 | 0.025 | 0.000 | 0.025 | 0.000 | 0.030 | 1.000 | 0.312 | 0.117 | 0.190 | 0.194 | 0.028 | 0.138 | 0.063 | 0.115 | 0.044 | 0.024 | 0.006 |
| age_band | 0.208 | 0.015 | 0.030 | 0.006 | 0.019 | 0.007 | 0.000 | 0.000 | 0.016 | 0.025 | 0.015 | 0.000 | 0.033 | 0.000 | 0.027 | 0.032 | 0.312 | 1.000 | 0.392 | 0.301 | 0.234 | 0.314 | 0.198 | 0.094 | 0.150 | 0.052 | 0.021 | 0.000 |
| marital_status | 0.121 | 0.000 | 0.003 | 0.000 | 0.009 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.117 | 0.392 | 1.000 | 0.167 | 0.309 | 0.349 | 0.304 | 0.017 | 0.126 | 0.060 | 0.032 | 0.000 |
| occupation | 0.130 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.021 | 0.000 | 0.010 | 0.000 | 0.000 | 0.017 | 0.000 | 0.010 | 0.023 | 0.190 | 0.301 | 0.167 | 1.000 | 0.272 | 0.114 | 0.224 | 0.263 | 0.178 | 0.246 | 0.035 | 0.000 |
| occupation_partner | 0.117 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.194 | 0.234 | 0.309 | 0.272 | 1.000 | 0.096 | 0.232 | 0.117 | 0.198 | 0.325 | 0.039 | 0.008 |
| home_status | 0.060 | 0.000 | 0.020 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.028 | 0.314 | 0.349 | 0.114 | 0.096 | 1.000 | 0.295 | 0.031 | 0.041 | 0.038 | 0.064 | 0.000 |
| family_income | 0.107 | 0.000 | 0.000 | 0.017 | 0.000 | 0.020 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.138 | 0.198 | 0.304 | 0.224 | 0.232 | 0.295 | 1.000 | 0.123 | 0.112 | 0.095 | 0.041 | 0.021 |
| self_employed | 0.036 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.063 | 0.094 | 0.017 | 0.263 | 0.117 | 0.031 | 0.123 | 1.000 | 0.240 | 0.113 | 0.044 | 0.000 |
| self_employed_partner | 0.052 | 0.000 | 0.000 | 0.000 | 0.013 | 0.014 | 0.009 | 0.004 | 0.000 | 0.037 | 0.033 | 0.028 | 0.000 | 0.026 | 0.000 | 0.000 | 0.115 | 0.150 | 0.126 | 0.178 | 0.198 | 0.041 | 0.112 | 0.240 | 1.000 | 0.110 | 0.023 | 0.000 |
| gender | 0.000 | 0.000 | 0.049 | 0.009 | 0.000 | 0.000 | 0.005 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.002 | 0.006 | 0.044 | 0.052 | 0.060 | 0.246 | 0.325 | 0.038 | 0.095 | 0.113 | 0.110 | 1.000 | 0.081 | 0.022 |
| region | 0.015 | 0.000 | 0.021 | 0.008 | 0.000 | 0.000 | 0.014 | 0.008 | 0.009 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.010 | 0.000 | 0.024 | 0.021 | 0.032 | 0.035 | 0.039 | 0.064 | 0.041 | 0.044 | 0.023 | 0.081 | 1.000 | 0.008 |
| net_worth | 0.017 | 0.276 | 0.015 | 0.013 | 0.176 | 0.095 | 0.104 | 0.000 | 0.019 | 0.302 | 0.000 | 0.215 | 0.096 | 0.129 | 0.024 | 0.083 | 0.006 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.021 | 0.000 | 0.000 | 0.022 | 0.008 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| num_children | age_band | marital_status | occupation | occupation_partner | home_status | family_income | self_employed | self_employed_partner | year_last_moved | avg_credit_card_txn | balance_transfer | term_deposit | life_insurance | medical_insurance | avg_account_balance | personal_loan | mutual_fund_investment | tax_saving_bond_investment | home_loan | online_purchase_amount | gender | region | commodity_investment | equity_investment | derivative_investment | portfolio_balance | net_worth | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 31-35 | Partner | Professional | Professional | Own Home | >=35,000 | No | No | 1981.00 | 26.98 | 29.99 | 312.25 | 299.79 | 88.72 | 108.85 | 175.43 | 134.35 | 8.98 | 55.44 | 7.68 | Female | North West | 151.55 | 81.79 | 136.02 | 360.37 | 2 |
| 1 | 0 | 45-50 | Partner | Secretarial/Admin | Professional | Own Home | >=35,000 | No | No | 1997.00 | 35.98 | 74.48 | 0.00 | 99.96 | 10.99 | 48.45 | 15.99 | 0.00 | 0.00 | 0.00 | 18.99 | Female | North West | 44.28 | 13.91 | 29.23 | 89.22 | 2 |
| 2 | 1 | 36-40 | Partner | Manual Worker | Manual Worker | Rent Privately | <22,500, >=20,000 | Yes | Yes | 1996.00 | 0.00 | 24.46 | 0.00 | 18.44 | 0.00 | 0.00 | 0.02 | 10.46 | 0.00 | 0.00 | 0.00 | Female | South West | 8.58 | 1.75 | 4.82 | 14.50 | 2 |
| 3 | 2 | 31-35 | Partner | Manual Worker | Manual Worker | Own Home | <25,000, >=22,500 | No | No | 1990.00 | 44.99 | 0.00 | 0.00 | 0.00 | 29.99 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | Female | Scotland | 15.00 | 0.00 | 5.00 | 68.98 | 2 |
| 4 | 0 | 55-60 | Partner | Housewife | Professional | Own Home | >=35,000 | No | No | 1989.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.98 | 0.00 | 0.00 | 0.00 | Female | Unknown | 0.00 | 1.66 | 1.66 | 1.88 | 2 |
| 5 | 0 | 45-50 | Partner | Secretarial/Admin | Business Manager | Own Home | >=35,000 | No | No | 1984.00 | 9.49 | 0.01 | 0.00 | 0.51 | 55.89 | 0.00 | 28.98 | 0.00 | 0.00 | 0.00 | 0.00 | Female | Northern Ireland | 13.18 | 4.83 | 14.23 | 33.62 | 2 |
| 6 | 0 | 36-40 | Partner | Secretarial/Admin | Secretarial/Admin | Own Home | <30,000, >=27,500 | Yes | No | 1986.00 | 9.99 | 0.00 | 0.00 | 0.00 | 0.00 | 26.96 | 22.99 | 80.42 | 1.00 | 3.99 | 5.49 | Female | West Midlands | 2.00 | 23.48 | 21.90 | 13.12 | 2 |
| 7 | 0 | 61-65 | Partner | Retired | Retired | Own Home | <20,000, >=17,500 | No | No | 1998.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 29.95 | 0.00 | 0.00 | 0.00 | Male | North West | 0.00 | 4.99 | 4.99 | 15.74 | 2 |
| 8 | 1 | 45-50 | Partner | Professional | Professional | Own Home | >=35,000 | No | No | 1980.00 | 0.00 | 82.96 | 0.00 | 40.47 | 12.49 | 0.00 | 28.97 | 0.00 | 0.00 | 0.00 | 0.00 | Female | Unknown | 27.18 | 4.83 | 13.66 | 36.05 | 2 |
| 9 | 3 | 36-40 | Partner | Professional | Housewife | Own Home | <27,500, >=25,000 | Yes | No | 1997.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 15.99 | 0.00 | 24.47 | 0.00 | 0.00 | Male | North West | 0.00 | 6.74 | 6.74 | 8.60 | 2 |
| num_children | age_band | marital_status | occupation | occupation_partner | home_status | family_income | self_employed | self_employed_partner | year_last_moved | avg_credit_card_txn | balance_transfer | term_deposit | life_insurance | medical_insurance | avg_account_balance | personal_loan | mutual_fund_investment | tax_saving_bond_investment | home_loan | online_purchase_amount | gender | region | commodity_investment | equity_investment | derivative_investment | portfolio_balance | net_worth | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8114 | 1 | 45-50 | Partner | Retired | Housewife | Own Home | <12,500, >=10,000 | No | No | 1982.00 | 148.45 | 104.98 | 27.99 | 99.46 | 0.01 | 19.99 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | Male | Unknown | 76.18 | 3.33 | 19.91 | 116.45 | 1 |
| 8115 | 2 | 36-40 | Partner | Secretarial/Admin | Business Manager | Own Home | <27,500, >=25,000 | No | No | 1986.00 | 0.00 | 91.46 | 0.00 | 102.44 | 0.00 | 28.46 | 60.46 | 88.38 | 0.00 | 0.00 | 17.48 | Female | North | 38.78 | 32.46 | 46.62 | 114.38 | 2 |
| 8116 | 0 | 61-65 | Partner | Retired | Retired | Own Home | < 8,000, >= 4,000 | No | No | 1982.00 | 0.00 | 25.49 | 0.00 | 0.00 | 0.00 | 35.98 | 0.00 | 0.00 | 11.98 | 6.48 | 0.00 | Female | South East | 5.10 | 9.07 | 7.99 | -7.37 | 2 |
| 8117 | 1 | 26-30 | Partner | Secretarial/Admin | Professional | Own Home | >=35,000 | No | No | 1998.00 | 0.00 | 67.97 | 95.46 | 22.99 | 30.95 | 81.45 | 0.00 | 49.94 | 0.00 | 1.49 | 0.00 | Female | Scotland | 43.47 | 22.15 | 30.89 | 91.37 | 2 |
| 8118 | 0 | 45-50 | Partner | Professional | Secretarial/Admin | Own Home | >=35,000 | No | No | 1981.00 | 0.00 | 15.99 | 54.98 | 137.44 | 0.00 | 88.92 | 5.49 | 137.32 | 0.00 | 27.94 | 98.92 | Male | North West | 41.68 | 59.77 | 61.53 | 210.66 | 2 |
| 8119 | 3 | 36-40 | Partner | Manual Worker | Housewife | Own Home | <20,000, >=17,500 | No | No | 1981.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | Male | North West | 0.00 | 0.00 | 0.00 | 15.23 | 2 |
| 8120 | 0 | 61-65 | Widowed | Retired | Unknown | Own Home | < 8,000, >= 4,000 | No | No | 1960.00 | 0.00 | 0.00 | 9.49 | 0.00 | 0.00 | 2.99 | 0.00 | 46.76 | 0.00 | 0.00 | 0.00 | Female | East Midlands | 1.90 | 8.29 | 8.29 | 68.42 | 2 |
| 8121 | 1 | 41-45 | Single/Never Married | Housewife | Unknown | Rent from Council/HA | < 8,000, >= 4,000 | No | No | 1987.00 | 0.00 | 107.42 | 0.00 | 23.42 | 23.99 | 38.95 | 0.00 | 101.37 | 1.00 | 3.72 | 0.00 | Female | Northern Ireland | 30.97 | 24.17 | 31.46 | 106.06 | 2 |
| 8122 | 0 | 61-65 | Partner | Retired | Retired | Own Home | < 4,000 | No | No | 1985.00 | 0.00 | 59.48 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | Female | South East | 11.90 | 0.00 | 0.00 | -9.19 | 2 |
| 8123 | 3 | 41-45 | Partner | Business Manager | Housewife | Own Home | <25,000, >=22,500 | No | No | 1974.00 | 73.96 | 74.47 | 42.98 | 127.45 | 13.49 | 51.46 | 95.90 | 58.44 | 15.47 | 4.49 | 3.99 | Male | North | 66.47 | 38.29 | 60.37 | 160.79 | 2 |